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Digitize plots and extract trajectories.

Project description

Build Status PyPI version

PlotDigitizer

A python (python3) script to digitize plot (Under developement)

Usage

  1. Remove all the text from the image. Only axis and plot should be left.

This is from MacFadden and Koshland, PNAS 1990.

It should be trimmed. Ideally you should also remove the top border. You can use gimp or imagemagick or any other tool for cropping.

  1. Then we run the script like this.
./plotdigitizer.py -i ./figures/trimmed.png -p 0,0 -p 10,0 -p 0,1

Option -i accepts the input file.

We need at least 3 of them to map the coordinate systems onto the pixel-system in the image. These points are passed by repeated -p options. In the example above, we have given three data-points 0,0 (where x-axis and y-axis intesect) , 20,0 (a point on x-axis) and 0,1 (a point on y-axis).

We are going to click on the image to locate these coordinates later. Make sure to click in the same order.

  1. The data-points will be dumped to a csv file. If --plot option is given from command line, it will also plot the computed data-points. This requires matplotlib.

Notice the errors near the boxes; since we have not trimmed them.

Passing the location of coordinates manually

IMP: Bottom left corner of the image is (0,0) in most plots. However, for opencv which we are using in this project, top-left is mapped to (0,0). This may cause subtle effects if you are not careful when passing values of location manually. See issue #1 for discussion. I got these values from program gimp.

./plotdigitizer.py -i ./figures/trimmed.png -p 0,0 -p 20,0 -p 0,1 \
    -l 22,295 -l 142,295 -l 22,215 --plot

Limitations

Currently this script has following limitations:

  • Background must not be transparent. It might work with transparent background but I've not tested it.
  • Only b/w images are supported for now. Color images will be converted to grayscale upon reading.
  • One image should have only one trajectory.

You might be interested in more versatile WebPlotDigitizer by Ankit Rohatagi.

Development

If you enhance the script, feel free to send a PR.

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